Primary user traffic classification in dynamic spectrum access networks

IEEE Journal on Selected Areas in Communications

Volumn 32, Issue 11, 2014, Pages 2237-2251

  Liu, Chun Hao ^a   Pawelczak, Przemyslaw ^b   Cabric, Danijela ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b DELFT UNIVERSITY OF TECHNOLOGY   (Netherlands)

Author keywords

Dynamic spectrum access; performance analysis; traffic classification; traffic estimation; traffic sampling

Indexed keywords

KNOWLEDGE MANAGEMENT; MAXIMUM LIKELIHOOD ESTIMATION; MEASUREMENT ERRORS; SPECTROSCOPY; TIME DOMAIN ANALYSIS;

DYNAMIC SPECTRUM ACCESS; PERFORMANCE ANALYSIS; TRAFFIC CLASSIFICATION; TRAFFIC ESTIMATION; TRAFFIC SAMPLING;

TELECOMMUNICATION TRAFFIC;

EID: 84919660969     PISSN: 07338716     EISSN: None     Source Type: Journal    
DOI: 10.1109/JSAC.2014.141122     Document Type: Article

References (30)

1. C.-H. Liu, E. Rebeiz, P. Pawelczak, and D. Cabric, "Primary user traffic classification in dynamic spectrum access networks," in Proc. IEEE GLOBECOM, Atlanta, GA, USA, Dec. 9-13, 2013.
2. K. Ren and Q. Wang, "Opportunistic spectrum access: From stochastic channels to non stochastic channels," IEEE Wireless Commun. Mag., vol. 20, no. 3, pp. 128-135, Jun. 2013.
3. E. Chai, K. G. Shin, J. Lee, S.-J. Lee, and R. H. Etkin, "Fast spectrum shaping for next-generation wireless networks," IEEE Trans. Mobile Comput., vol. 13, no. 1, pp. 20-34, Jan. 2014.
4. W. Gabran, C.-H. Liu, P. Pawełczak, and D. Cabric, "Primary user traffic estimation for dynamic spectrum access," IEEE J. Sel. Areas Commun., vol. 31, no. 3, pp. 544-558, Mar. 2013.
5. V. Kone, L. Yang, X. Yang, B. Y. Zhao, and H. Zheng, "The effectiveness of opportunistic spectrum access: A measurement study," IEEE/ACM Trans. Netw., vol. 20, no. 6, pp. 2005-2016, Dec. 2012.
6. H. Kim and K. G. Shin, "Efficient discovery of spectrum opportunities with mac-layer sensing in cognitive radio networks," IEEE Trans. Mobile Comput., vol. 7, no. 5, pp. 553-545, May 2008.
7. C.-H. Liu, W. Gabran, and D. Cabric, "Prediction of exponentially distributed primary user traffic for dynamic spectrum access," in Proc. IEEE GLOBECOM, Anaheim, CA, USA, Dec. 3-7, 2012.
8. C.-H. Liu, J. A. Tran, P. Pawełczak, and D. Cabric, "Traffic-aware channel sensing order in dynamic spectrum access networks," IEEE J. Sel. Areas Commun., vol. 31, no. 11, pp. 2312-2323, Nov. 2013.
9. M. Lopez-Benitez and F. Casadevall, "Time-dimension models of spectrum usage for the analysis, design and simulation of cognitive radio networks," IEEE Trans. Veh. Technol., vol. 62, no. 5, pp. 2091-2104, Jun. 2013.
10. M. Palola, M. Matinmikko, J. Prokkola, M. Mustonen, M. Heikkilä, T. Kippola, S. Yrjlä, V. Hartikainen, L. Tudose, A. Kivinen, J. Paavola, and K. Heiska, "Live field trial of Licensed Shared Access (LSA) concept using LTE network in 2.3 GHz band," in Proc IEEE DySPAN, McLean, VA, USA, Apr. 1-4, 2014.
11. P. Anker and T. Kluver, Amersfoort, NL, Apr. 24, 2014, private communication.
12. T. T. T. Nguyen and G. Armitage, "A survey of techniques for internet traffic classification using machine learning," IEEE Commun. Surveys & Tutorials, vol. 10, no. 4, pp. 56-76, Fourth Quarter 2008.
13. V. Paxson, "Empirically-Derived Analytic Models of Wide-Area TCP Connections," IEEE/ACM Trans. Netw., vol. 2, no. 4, pp. 316-336, Aug. 1998.
14. M. Hoyhtya, S. Pollin, and A. Mammela, "Classification-based predictive channel selection for cognitive radios," in Proc. IEEE ICC, Cape Town, South Africa, Jun. 23-27, 2010.
15. M. Hoyhtya, H. Sarvanko, M. Matinmikko, and A. Mammela, "Autocorrelation-based traffic pattern classification for cognitive radios," in Proc. IEEE VTC-Fall, San Francisco, CA, USA, Sep. 5-8, 2011.
16. D. DePov and T. Bose, "Predictive behavior classification for cognitive radio: Introduction and preliminary results," in Proc. ICST CROWNCOM, Stockholm, Sweden, Jun. 18-20, 2012.
17. C. W. Baum and V. V. Veeravalli, "A sequential procedure for multihypothesis testing," IEEE Trans. Inf. Theory, vol. 40, no. 6, pp. 1994-2007, Nov. 1994.
18. M. Wellens and P. Mähönen, "Lessons learned from an extensive spectrum occupancy measurement campaign and a stochastic duty cycle model," Mobile Networks and Applications, vol. 15, no. 3, pp. 461-474, Jun. 2010.
19. M. Lopez-Benitez, "Can primary activity statistics in cognitive radio be estimated under imperfect spectrum sensing?" in Proc. IEEE PIMRC, London, UK, Sep. 8-11, 2013.
20. P. Tehrani, L. Tong, and Q. Zhao, "Asymptotically efficient multichannel estimation for opportunistic spectrum access," IEEE Trans. Signal Process., vol. 60, no. 10, pp. 5347-5360, Oct. 2012.
21. E. Jung and X. Liu, "Opportunistic spectrum access in multiple-primaryuser environments under the packet collision constraint," IEEE/ACM Trans. Networking, vol. 20, no. 2, pp. 501-514, Apr. 2012.
22. D. Willkomm, S. Machiraju, J. Bolot, and A. Wolisz, "Primary users in cellular networks: A large-scale measurement study," in Proc. IEEE DySPAN, Chicago, IL, USA, Oct. 14-17, 2008.
23. D. S. Sharp, N. Cackov, N. Laskovíc, Q. Shao, and L. Trajkovíc, "Analysis of public safety traffic on trunked land mobile radio systems," IEEE J. Sel. Areas Commun., vol. 22, no. 7, pp. 1197-1205, Sep. 2004.
24. O. A. Dobre, A. Abdi, Y. Bar-Ness, and W. Su, "Survey of automatic modulation classification techniques: classical approaches and new trends," IET Commun., vol. 1, no. 2, pp. 137-156, Apr. 2007.
25. W. D. Penny, "Kullback-Leibler divergences of normal, gamma, Dirichlet and Wishart densities," University of College London, Wellcome Department of Cognitive Neurology, 2001. [online]. Available: www.fil.ion.ucl.ac.uk/wpenny/publications/densities.ps
26. A. W. Van der Vaart, Asymptotic Statistics. Cambridge University Press, 1998.
27. D. Pollard, A User's Guide to Measure Theoretic Probability. Cambridge University Press, 2002.
28. R. Castro, "Lectures 12 and 13-complexity penalized maximum likelihood estimation," Oct. 14-17, 2013, Applied Statistics Course, TU Eindhoven. [online]. Available: http://www.win.tue.nl/rmcastro/AppStat2013/files/MPLE.pdf
29. R. M. Corless, G. H. Gonnet, D. E. G. Hare, D. J. Jeffrey, and D. E. Knuth, "On the lambert W function," Advances in Computational Mathematics, vol. 5, no. 1, pp. 329-359, 1996.
30. R. M. Corless and D. J. Jeffrey, "On the Wright ω function," University of Western Ontario, Department of Applied Mathematics, TR-00-12, 2000. [online]. Available: http://www.orcca.on.ca/TechReports/TechReports/2000/TR-00-12.pdf